{"id":"W7037992182","doi":"","title":"Field monitoring of pile walls designed to selectively stabilize slow moving landslides in Peace River, Alberta","year":2019,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landslide; Pile; Photogrammetry; Feature (linguistics); Landslide classification; Landslide mitigation; Deformation (meteorology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008514922,0.0002708379,0.0004238062,0.0002395302,0.0001069939,0.00001393546,0.0005122062,0.0004730498,0.001560854],"category_scores_gemma":[0.0001166494,0.0003126083,0.0001020658,0.0004877794,0.00006251045,0.0006169511,0.0002587136,0.0003814887,0.0001998342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002456841,"about_ca_system_score_gemma":0.00009060232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02391936,"about_ca_topic_score_gemma":0.003181711,"domain_scores_codex":[0.99849,0.0002071078,0.0001814643,0.0005687951,0.0001464248,0.0004061782],"domain_scores_gemma":[0.9988418,0.0005569825,0.0001849852,0.0002846103,0.00001167575,0.0001199092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001376596,0.0001113387,0.9671544,0.00008009229,0.00004345481,0.00003828469,0.006062307,0.0005942008,0.001048493,0.00005969234,0.02312438,0.0003067983],"study_design_scores_gemma":[0.0009923889,0.0009071771,0.9314873,0.0002323474,0.00007130996,4.745525e-7,0.01224412,0.00001734473,0.03111316,0.00008316348,0.02200662,0.0008445548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984814,0.00001267658,0.00002945864,0.001573629,0.000289244,0.000454029,0.00001338583,0.00004125217,0.01277228],"genre_scores_gemma":[0.8096092,0.0001332508,0.001559555,0.000049095,0.00002027227,0.000001780531,0.00007019952,0.00002530423,0.1885313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.175759,"threshold_uncertainty_score":0.9999326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00548690311929718,"score_gpt":0.1919187857667899,"score_spread":0.1864318826474927,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}